Lead the development of complex data models and algorithms to solve business problems for the Autonomy team.
Design and implement data strategies for collecting, sampling, labeling, and using large scale datasets to enhance machine learning model performance.
Develop metrics and tools for anomaly detection and trend analysis in data from various sources, including real-world vehicle platforms and simulations.
Analyze model performance metrics, model failure modes, statistical relevance of datasets, etc. to guide the overall ML engineering effort.
Design and improve scalable data pipelines and automation for machine learning and performance evaluation.
Prepare and present detailed reports and visualizations to stakeholders, clearly communicating complex results to both technical and non-technical audiences.
Stay current with advancements in data science and machine learning technologies, driving the adoption of best practices.
Work in a high-velocity environment and employ agile development practices.
Exhibit a "Giver" mindset, proactively asking, “What can I do for you?” to facilitate production development processes while maintaining a "get things done" mentality.
Collaborate closely with teams such as Perception, Motion Planning, Simulation, Infrastructure, and Tooling to drive unified solutions.
Requirements
MS or PhD in a quantitative field (e.g. Statistics, Mathematics, Physics)
3+ years of experience solving large-scale data science problems
2+ years of experience with Python and SQL data analysis libraries and packages
Experience with theoretical aspects of data science and machine learning (deep learning, statistical analysis, and mathematical modeling)
Experience in building machine learning algorithms and infrastructure, such as: data pre- and post-processing, sampling and curation, ablation studies, evaluation
Strong communication skills with the ability to communicate concepts clearly and precisely.
Benefits
Excellent health, wellness, dental and vision coverage
A rewarding 401k program
Flexible vacation policy
Family planning and care benefits
Applicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard skills
data modelingalgorithmsmachine learninganomaly detectiontrend analysisdata pipelinesautomationPythonSQLstatistical analysis